Dataset statistics
| Number of variables | 22 |
|---|---|
| Number of observations | 43818 |
| Missing cells | 21915 |
| Missing cells (%) | 2.3% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 7.4 MiB |
| Average record size in memory | 176.0 B |
Variable types
| Categorical | 5 |
|---|---|
| Text | 9 |
| Numeric | 8 |
Monthly_Inhand_Salary has 6548 (14.9%) missing values | Missing |
Type_of_Loan has 4946 (11.3%) missing values | Missing |
Num_of_Delayed_Payment has 3085 (7.0%) missing values | Missing |
Num_Credit_Inquiries has 840 (1.9%) missing values | Missing |
Credit_History_Age has 3986 (9.1%) missing values | Missing |
Amount_invested_monthly has 1940 (4.4%) missing values | Missing |
Monthly_Balance has 563 (1.3%) missing values | Missing |
Num_Bank_Accounts has 2005 (4.6%) zeros | Zeros |
Delay_from_due_date has 545 (1.2%) zeros | Zeros |
Num_Credit_Inquiries has 3021 (6.9%) zeros | Zeros |
Total_EMI_per_month has 4603 (10.5%) zeros | Zeros |
Reproduction
| Analysis started | 2024-08-13 10:18:34.167539 |
|---|---|
| Analysis finished | 2024-08-13 10:19:08.738354 |
| Duration | 34.57 seconds |
| Software version | ydata-profiling vv4.9.0 |
| Download configuration | config.json |
Occupation
Categorical
| Distinct | 16 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 342.5 KiB |
| _______ | |
|---|---|
| Architect | 2888 |
| Lawyer | 2835 |
| Mechanic | 2808 |
| Scientist | 2805 |
| Other values (11) |
Length
| Max length | 13 |
|---|---|
| Median length | 10 |
| Mean length | 8.4188461 |
| Min length | 6 |
Characters and Unicode
| Total characters | 368897 |
|---|---|
| Distinct characters | 28 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Scientist |
|---|---|
| 2nd row | Scientist |
| 3rd row | Scientist |
| 4th row | Scientist |
| 5th row | Scientist |
Common Values
| Value | Count | Frequency (%) |
| _______ | 3033 | 6.9% |
| Architect | 2888 | 6.6% |
| Lawyer | 2835 | 6.5% |
| Mechanic | 2808 | 6.4% |
| Scientist | 2805 | 6.4% |
| Teacher | 2795 | 6.4% |
| Media_Manager | 2746 | 6.3% |
| Developer | 2719 | 6.2% |
| Entrepreneur | 2706 | 6.2% |
| Doctor | 2701 | 6.2% |
| Other values (6) | 15782 |
Length
| Value | Count | Frequency (%) |
| 3033 | 6.9% | |
| architect | 2888 | 6.6% |
| lawyer | 2835 | 6.5% |
| mechanic | 2808 | 6.4% |
| scientist | 2805 | 6.4% |
| teacher | 2795 | 6.4% |
| media_manager | 2746 | 6.3% |
| developer | 2719 | 6.2% |
| entrepreneur | 2706 | 6.2% |
| doctor | 2701 | 6.2% |
| Other values (6) | 15782 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 49395 | |
| r | 38128 | |
| n | 32062 | 8.7% |
| a | 29713 | 8.1% |
| i | 27366 | 7.4% |
| c | 27309 | 7.4% |
| t | 27086 | 7.3% |
| _ | 23977 | 6.5% |
| M | 13575 | 3.7% |
| o | 13254 | 3.6% |
| Other values (18) | 87032 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 368897 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 49395 | |
| r | 38128 | |
| n | 32062 | 8.7% |
| a | 29713 | 8.1% |
| i | 27366 | 7.4% |
| c | 27309 | 7.4% |
| t | 27086 | 7.3% |
| _ | 23977 | 6.5% |
| M | 13575 | 3.7% |
| o | 13254 | 3.6% |
| Other values (18) | 87032 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 368897 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 49395 | |
| r | 38128 | |
| n | 32062 | 8.7% |
| a | 29713 | 8.1% |
| i | 27366 | 7.4% |
| c | 27309 | 7.4% |
| t | 27086 | 7.3% |
| _ | 23977 | 6.5% |
| M | 13575 | 3.7% |
| o | 13254 | 3.6% |
| Other values (18) | 87032 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 368897 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 49395 | |
| r | 38128 | |
| n | 32062 | 8.7% |
| a | 29713 | 8.1% |
| i | 27366 | 7.4% |
| c | 27309 | 7.4% |
| t | 27086 | 7.3% |
| _ | 23977 | 6.5% |
| M | 13575 | 3.7% |
| o | 13254 | 3.6% |
| Other values (18) | 87032 |
Annual_Income
Text
| Distinct | 8248 |
|---|---|
| Distinct (%) | 18.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 342.5 KiB |
Length
| Max length | 19 |
|---|---|
| Median length | 8 |
| Mean length | 8.2952896 |
| Min length | 6 |
Characters and Unicode
| Total characters | 363483 |
|---|---|
| Distinct characters | 12 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 2231 ? |
|---|---|
| Unique (%) | 5.1% |
Sample
| 1st row | 19114.12 |
|---|---|
| 2nd row | 19114.12 |
| 3rd row | 19114.12 |
| 4th row | 19114.12 |
| 5th row | 19114.12 |
| Value | Count | Frequency (%) |
| 109945.32 | 16 | < 0.1% |
| 40341.16 | 16 | < 0.1% |
| 38635.95 | 8 | < 0.1% |
| 116336.32 | 8 | < 0.1% |
| 62168.04 | 8 | < 0.1% |
| 28169.07 | 8 | < 0.1% |
| 67583.2 | 8 | < 0.1% |
| 170751.96 | 8 | < 0.1% |
| 62223.06 | 8 | < 0.1% |
| 15982.36 | 8 | < 0.1% |
| Other values (5890) | 43722 |
Most occurring characters
| Value | Count | Frequency (%) |
| . | 43818 | |
| 1 | 40845 | |
| 2 | 33479 | |
| 4 | 31891 | |
| 8 | 31392 | |
| 5 | 31028 | |
| 3 | 30979 | |
| 6 | 30779 | |
| 9 | 29919 | |
| 0 | 28739 | |
| Other values (2) | 30614 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 363483 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| . | 43818 | |
| 1 | 40845 | |
| 2 | 33479 | |
| 4 | 31891 | |
| 8 | 31392 | |
| 5 | 31028 | |
| 3 | 30979 | |
| 6 | 30779 | |
| 9 | 29919 | |
| 0 | 28739 | |
| Other values (2) | 30614 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 363483 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| . | 43818 | |
| 1 | 40845 | |
| 2 | 33479 | |
| 4 | 31891 | |
| 8 | 31392 | |
| 5 | 31028 | |
| 3 | 30979 | |
| 6 | 30779 | |
| 9 | 29919 | |
| 0 | 28739 | |
| Other values (2) | 30614 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 363483 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| . | 43818 | |
| 1 | 40845 | |
| 2 | 33479 | |
| 4 | 31891 | |
| 8 | 31392 | |
| 5 | 31028 | |
| 3 | 30979 | |
| 6 | 30779 | |
| 9 | 29919 | |
| 0 | 28739 | |
| Other values (2) | 30614 |
Monthly_Inhand_Salary
Real number (ℝ)
MISSING 
| Distinct | 5792 |
|---|---|
| Distinct (%) | 15.5% |
| Missing | 6548 |
| Missing (%) | 14.9% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4215.7387 |
| Minimum | 319.55625 |
|---|---|
| Maximum | 15136.697 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 342.5 KiB |
Quantile statistics
| Minimum | 319.55625 |
|---|---|
| 5-th percentile | 840.62458 |
| Q1 | 1637.925 |
| median | 3091 |
| Q3 | 5989.7317 |
| 95-th percentile | 10899.153 |
| Maximum | 15136.697 |
| Range | 14817.14 |
| Interquartile range (IQR) | 4351.8067 |
Descriptive statistics
| Standard deviation | 3209.5493 |
|---|---|
| Coefficient of variation (CV) | 0.76132548 |
| Kurtosis | 0.6443932 |
| Mean | 4215.7387 |
| Median Absolute Deviation (MAD) | 1749.0117 |
| Skewness | 1.1382554 |
| Sum | 1.5712058 × 108 |
| Variance | 10301207 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 6082.1875 | 15 | < 0.1% |
| 3080.555 | 14 | < 0.1% |
| 4387.2725 | 13 | < 0.1% |
| 1720.684167 | 8 | < 0.1% |
| 2035.149167 | 8 | < 0.1% |
| 4751.89 | 8 | < 0.1% |
| 1033.626667 | 8 | < 0.1% |
| 8299.705 | 8 | < 0.1% |
| 13599 | 8 | < 0.1% |
| 958.8625 | 8 | < 0.1% |
| Other values (5782) | 37172 | |
| (Missing) | 6548 | 14.9% |
| Value | Count | Frequency (%) |
| 319.55625 | 7 | |
| 332.1283333 | 7 | |
| 333.5966667 | 6 | |
| 355.2083333 | 8 | |
| 357.2558333 | 7 | |
| 361.6033333 | 6 | |
| 368.3741667 | 7 | |
| 379.3908333 | 6 | |
| 380.6491667 | 6 | |
| 391.0533333 | 8 |
| Value | Count | Frequency (%) |
| 15136.69667 | 7 | |
| 14978.33667 | 7 | |
| 14958.33667 | 3 | < 0.1% |
| 14866.44667 | 8 | |
| 14862.28333 | 5 | |
| 14855.93 | 6 | |
| 14839.7 | 6 | |
| 14836.73667 | 6 | |
| 14828.98333 | 8 | |
| 14816.94 | 8 |
Num_Bank_Accounts
Real number (ℝ)
ZEROS 
| Distinct | 490 |
|---|---|
| Distinct (%) | 1.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 16.882628 |
| Minimum | -1 |
|---|---|
| Maximum | 1798 |
| Zeros | 2005 |
| Zeros (%) | 4.6% |
| Negative | 13 |
| Negative (%) | < 0.1% |
| Memory size | 342.5 KiB |
Quantile statistics
| Minimum | -1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 3 |
| median | 6 |
| Q3 | 7 |
| 95-th percentile | 10 |
| Maximum | 1798 |
| Range | 1799 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 116.96931 |
|---|---|
| Coefficient of variation (CV) | 6.9283827 |
| Kurtosis | 135.90916 |
| Mean | 16.882628 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 11.339162 |
| Sum | 739763 |
| Variance | 13681.819 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 6 | 5743 | |
| 8 | 5734 | |
| 7 | 5609 | |
| 5 | 5213 | |
| 3 | 5208 | |
| 4 | 5082 | |
| 9 | 2391 | |
| 10 | 2211 | 5.0% |
| 1 | 2097 | 4.8% |
| 0 | 2005 | 4.6% |
| Other values (480) | 2525 |
| Value | Count | Frequency (%) |
| -1 | 13 | < 0.1% |
| 0 | 2005 | 4.6% |
| 1 | 2097 | 4.8% |
| 2 | 1955 | 4.5% |
| 3 | 5208 | |
| 4 | 5082 | |
| 5 | 5213 | |
| 6 | 5743 | |
| 7 | 5609 | |
| 8 | 5734 |
| Value | Count | Frequency (%) |
| 1798 | 1 | |
| 1794 | 1 | |
| 1793 | 1 | |
| 1789 | 1 | |
| 1784 | 1 | |
| 1783 | 1 | |
| 1779 | 2 | |
| 1777 | 1 | |
| 1771 | 1 | |
| 1769 | 1 |
Num_Credit_Card
Real number (ℝ)
| Distinct | 746 |
|---|---|
| Distinct (%) | 1.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 23.201059 |
| Minimum | 0 |
|---|---|
| Maximum | 1499 |
| Zeros | 13 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 342.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 3 |
| Q1 | 4 |
| median | 6 |
| Q3 | 7 |
| 95-th percentile | 10 |
| Maximum | 1499 |
| Range | 1499 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 132.31365 |
|---|---|
| Coefficient of variation (CV) | 5.7029143 |
| Kurtosis | 70.972233 |
| Mean | 23.201059 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 8.2707188 |
| Sum | 1016624 |
| Variance | 17506.902 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 5 | 7944 | |
| 7 | 7654 | |
| 6 | 7263 | |
| 4 | 5880 | |
| 3 | 5819 | |
| 8 | 2204 | 5.0% |
| 9 | 2114 | 4.8% |
| 10 | 1952 | 4.5% |
| 2 | 1014 | 2.3% |
| 1 | 937 | 2.1% |
| Other values (736) | 1037 | 2.4% |
| Value | Count | Frequency (%) |
| 0 | 13 | < 0.1% |
| 1 | 937 | 2.1% |
| 2 | 1014 | 2.3% |
| 3 | 5819 | |
| 4 | 5880 | |
| 5 | 7944 | |
| 6 | 7263 | |
| 7 | 7654 | |
| 8 | 2204 | 5.0% |
| 9 | 2114 | 4.8% |
| Value | Count | Frequency (%) |
| 1499 | 1 | |
| 1498 | 1 | |
| 1497 | 2 | |
| 1494 | 1 | |
| 1493 | 1 | |
| 1486 | 1 | |
| 1485 | 1 | |
| 1480 | 2 | |
| 1479 | 2 | |
| 1477 | 1 |
Interest_Rate
Real number (ℝ)
| Distinct | 861 |
|---|---|
| Distinct (%) | 2.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 70.922178 |
| Minimum | 1 |
|---|---|
| Maximum | 5788 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 342.5 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 8 |
| median | 13 |
| Q3 | 20 |
| 95-th percentile | 33 |
| Maximum | 5788 |
| Range | 5787 |
| Interquartile range (IQR) | 12 |
Descriptive statistics
| Standard deviation | 459.98063 |
|---|---|
| Coefficient of variation (CV) | 6.4857093 |
| Kurtosis | 87.957873 |
| Mean | 70.922178 |
| Median Absolute Deviation (MAD) | 6 |
| Skewness | 9.1484617 |
| Sum | 3107668 |
| Variance | 211582.18 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 8 | 2267 | 5.2% |
| 5 | 2160 | 4.9% |
| 6 | 2048 | 4.7% |
| 12 | 2042 | 4.7% |
| 11 | 1988 | 4.5% |
| 7 | 1974 | 4.5% |
| 9 | 1913 | 4.4% |
| 10 | 1884 | 4.3% |
| 18 | 1759 | 4.0% |
| 15 | 1689 | 3.9% |
| Other values (851) | 24094 |
| Value | Count | Frequency (%) |
| 1 | 1182 | |
| 2 | 1129 | |
| 3 | 1231 | |
| 4 | 1228 | |
| 5 | 2160 | |
| 6 | 2048 | |
| 7 | 1974 | |
| 8 | 2267 | |
| 9 | 1913 | |
| 10 | 1884 |
| Value | Count | Frequency (%) |
| 5788 | 1 | |
| 5773 | 1 | |
| 5763 | 1 | |
| 5762 | 1 | |
| 5756 | 1 | |
| 5747 | 1 | |
| 5745 | 1 | |
| 5743 | 1 | |
| 5739 | 1 | |
| 5722 | 1 |
Num_of_Loan
Text
| Distinct | 220 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 342.5 KiB |
Length
| Max length | 5 |
|---|---|
| Median length | 1 |
| Mean length | 1.1719841 |
| Min length | 1 |
Characters and Unicode
| Total characters | 51354 |
|---|---|
| Distinct characters | 12 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 190 ? |
|---|---|
| Unique (%) | 0.4% |
Sample
| 1st row | 4 |
|---|---|
| 2nd row | 4 |
| 3rd row | 4 |
| 4th row | 4 |
| 5th row | 4 |
| Value | Count | Frequency (%) |
| 2 | 6915 | |
| 4 | 6669 | |
| 3 | 6631 | |
| 0 | 4744 | |
| 1 | 4215 | |
| 6 | 3501 | |
| 7 | 3219 | |
| 5 | 3044 | |
| 100 | 1649 | 3.8% |
| 9 | 1624 | 3.7% |
| Other values (198) | 1607 | 3.7% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 8090 | |
| 2 | 6977 | |
| 4 | 6756 | |
| 3 | 6711 | |
| 1 | 6012 | |
| 6 | 3550 | |
| 7 | 3259 | |
| 5 | 3102 | 6.0% |
| _ | 2119 | 4.1% |
| 9 | 1681 | 3.3% |
| Other values (2) | 3097 | 6.0% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 51354 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 8090 | |
| 2 | 6977 | |
| 4 | 6756 | |
| 3 | 6711 | |
| 1 | 6012 | |
| 6 | 3550 | |
| 7 | 3259 | |
| 5 | 3102 | 6.0% |
| _ | 2119 | 4.1% |
| 9 | 1681 | 3.3% |
| Other values (2) | 3097 | 6.0% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 51354 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 8090 | |
| 2 | 6977 | |
| 4 | 6756 | |
| 3 | 6711 | |
| 1 | 6012 | |
| 6 | 3550 | |
| 7 | 3259 | |
| 5 | 3102 | 6.0% |
| _ | 2119 | 4.1% |
| 9 | 1681 | 3.3% |
| Other values (2) | 3097 | 6.0% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 51354 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 8090 | |
| 2 | 6977 | |
| 4 | 6756 | |
| 3 | 6711 | |
| 1 | 6012 | |
| 6 | 3550 | |
| 7 | 3259 | |
| 5 | 3102 | 6.0% |
| _ | 2119 | 4.1% |
| 9 | 1681 | 3.3% |
| Other values (2) | 3097 | 6.0% |
Type_of_Loan
Text
MISSING 
| Distinct | 3099 |
|---|---|
| Distinct (%) | 8.0% |
| Missing | 4946 |
| Missing (%) | 11.3% |
| Memory size | 342.5 KiB |
Length
| Max length | 178 |
|---|---|
| Median length | 138 |
| Mean length | 66.981889 |
| Min length | 9 |
Characters and Unicode
| Total characters | 2603720 |
|---|---|
| Distinct characters | 33 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Auto Loan, Credit-Builder Loan, Personal Loan, and Home Equity Loan |
|---|---|
| 2nd row | Auto Loan, Credit-Builder Loan, Personal Loan, and Home Equity Loan |
| 3rd row | Auto Loan, Credit-Builder Loan, Personal Loan, and Home Equity Loan |
| 4th row | Auto Loan, Credit-Builder Loan, Personal Loan, and Home Equity Loan |
| 5th row | Auto Loan, Credit-Builder Loan, Personal Loan, and Home Equity Loan |
| Value | Count | Frequency (%) |
| loan | 138472 | |
| and | 34440 | 9.1% |
| payday | 18304 | 4.8% |
| credit-builder | 17984 | 4.7% |
| student | 17424 | 4.6% |
| personal | 17248 | 4.5% |
| not | 17224 | 4.5% |
| specified | 17224 | 4.5% |
| mortgage | 17056 | 4.5% |
| debt | 17024 | 4.5% |
| Other values (4) | 67296 |
Most occurring characters
| Value | Count | Frequency (%) |
| 340824 | ||
| o | 274504 | |
| a | 260848 | 10.0% |
| n | 241632 | 9.3% |
| e | 156008 | 6.0% |
| t | 154592 | 5.9% |
| d | 140384 | 5.4% |
| L | 138472 | 5.3% |
| i | 121304 | 4.7% |
| , | 116824 | 4.5% |
| Other values (23) | 658328 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 2603720 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 340824 | ||
| o | 274504 | |
| a | 260848 | 10.0% |
| n | 241632 | 9.3% |
| e | 156008 | 6.0% |
| t | 154592 | 5.9% |
| d | 140384 | 5.4% |
| L | 138472 | 5.3% |
| i | 121304 | 4.7% |
| , | 116824 | 4.5% |
| Other values (23) | 658328 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 2603720 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 340824 | ||
| o | 274504 | |
| a | 260848 | 10.0% |
| n | 241632 | 9.3% |
| e | 156008 | 6.0% |
| t | 154592 | 5.9% |
| d | 140384 | 5.4% |
| L | 138472 | 5.3% |
| i | 121304 | 4.7% |
| , | 116824 | 4.5% |
| Other values (23) | 658328 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 2603720 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 340824 | ||
| o | 274504 | |
| a | 260848 | 10.0% |
| n | 241632 | 9.3% |
| e | 156008 | 6.0% |
| t | 154592 | 5.9% |
| d | 140384 | 5.4% |
| L | 138472 | 5.3% |
| i | 121304 | 4.7% |
| , | 116824 | 4.5% |
| Other values (23) | 658328 |
Delay_from_due_date
Real number (ℝ)
ZEROS 
| Distinct | 73 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 21.13814 |
| Minimum | -5 |
|---|---|
| Maximum | 67 |
| Zeros | 545 |
| Zeros (%) | 1.2% |
| Negative | 253 |
| Negative (%) | 0.6% |
| Memory size | 342.5 KiB |
Quantile statistics
| Minimum | -5 |
|---|---|
| 5-th percentile | 3 |
| Q1 | 10 |
| median | 18 |
| Q3 | 28 |
| 95-th percentile | 54 |
| Maximum | 67 |
| Range | 72 |
| Interquartile range (IQR) | 18 |
Descriptive statistics
| Standard deviation | 14.908357 |
|---|---|
| Coefficient of variation (CV) | 0.70528234 |
| Kurtosis | 0.32419292 |
| Mean | 21.13814 |
| Median Absolute Deviation (MAD) | 9 |
| Skewness | 0.95933265 |
| Sum | 926231 |
| Variance | 222.2591 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 13 | 1493 | 3.4% |
| 15 | 1488 | 3.4% |
| 14 | 1477 | 3.4% |
| 12 | 1465 | 3.3% |
| 10 | 1427 | 3.3% |
| 8 | 1421 | 3.2% |
| 5 | 1383 | 3.2% |
| 11 | 1379 | 3.1% |
| 9 | 1369 | 3.1% |
| 6 | 1347 | 3.1% |
| Other values (63) | 29569 |
| Value | Count | Frequency (%) |
| -5 | 15 | < 0.1% |
| -4 | 22 | 0.1% |
| -3 | 52 | 0.1% |
| -2 | 73 | 0.2% |
| -1 | 91 | 0.2% |
| 0 | 545 | |
| 1 | 577 | |
| 2 | 612 | |
| 3 | 752 | |
| 4 | 733 |
| Value | Count | Frequency (%) |
| 67 | 11 | < 0.1% |
| 66 | 16 | < 0.1% |
| 65 | 24 | 0.1% |
| 64 | 30 | 0.1% |
| 63 | 32 | 0.1% |
| 62 | 233 | |
| 61 | 240 | |
| 60 | 210 | |
| 59 | 223 | |
| 58 | 212 |
MISSING 
| Distinct | 350 |
|---|---|
| Distinct (%) | 0.9% |
| Missing | 3085 |
| Missing (%) | 7.0% |
| Memory size | 342.5 KiB |
Length
| Max length | 5 |
|---|---|
| Median length | 2 |
| Mean length | 1.7652272 |
| Min length | 1 |
Characters and Unicode
| Total characters | 71903 |
|---|---|
| Distinct characters | 12 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 275 ? |
|---|---|
| Unique (%) | 0.7% |
Sample
| 1st row | 7 |
|---|---|
| 2nd row | 7 |
| 3rd row | 4 |
| 4th row | 4 |
| 5th row | 8_ |
| Value | Count | Frequency (%) |
| 19 | 2467 | 6.1% |
| 17 | 2413 | 5.9% |
| 16 | 2349 | 5.8% |
| 15 | 2291 | 5.6% |
| 18 | 2288 | 5.6% |
| 20 | 2284 | 5.6% |
| 8 | 2146 | 5.3% |
| 12 | 2141 | 5.3% |
| 9 | 2132 | 5.2% |
| 10 | 2124 | 5.2% |
| Other values (305) | 18098 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 26030 | |
| 2 | 11395 | |
| 0 | 5217 | 7.3% |
| 9 | 4685 | 6.5% |
| 8 | 4588 | 6.4% |
| 5 | 3974 | 5.5% |
| 3 | 3845 | 5.3% |
| 7 | 3634 | 5.1% |
| 6 | 3562 | 5.0% |
| 4 | 3486 | 4.8% |
| Other values (2) | 1487 | 2.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 71903 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 1 | 26030 | |
| 2 | 11395 | |
| 0 | 5217 | 7.3% |
| 9 | 4685 | 6.5% |
| 8 | 4588 | 6.4% |
| 5 | 3974 | 5.5% |
| 3 | 3845 | 5.3% |
| 7 | 3634 | 5.1% |
| 6 | 3562 | 5.0% |
| 4 | 3486 | 4.8% |
| Other values (2) | 1487 | 2.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 71903 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 1 | 26030 | |
| 2 | 11395 | |
| 0 | 5217 | 7.3% |
| 9 | 4685 | 6.5% |
| 8 | 4588 | 6.4% |
| 5 | 3974 | 5.5% |
| 3 | 3845 | 5.3% |
| 7 | 3634 | 5.1% |
| 6 | 3562 | 5.0% |
| 4 | 3486 | 4.8% |
| Other values (2) | 1487 | 2.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 71903 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 1 | 26030 | |
| 2 | 11395 | |
| 0 | 5217 | 7.3% |
| 9 | 4685 | 6.5% |
| 8 | 4588 | 6.4% |
| 5 | 3974 | 5.5% |
| 3 | 3845 | 5.3% |
| 7 | 3634 | 5.1% |
| 6 | 3562 | 5.0% |
| 4 | 3486 | 4.8% |
| Other values (2) | 1487 | 2.1% |
| Distinct | 3698 |
|---|---|
| Distinct (%) | 8.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 342.5 KiB |
Length
| Max length | 21 |
|---|---|
| Median length | 20 |
| Mean length | 4.7201607 |
| Min length | 1 |
Characters and Unicode
| Total characters | 206828 |
|---|---|
| Distinct characters | 13 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 843 ? |
|---|---|
| Unique (%) | 1.9% |
Sample
| 1st row | 11.27 |
|---|---|
| 2nd row | 11.27 |
| 3rd row | _ |
| 4th row | 6.27 |
| 5th row | 11.27 |
| Value | Count | Frequency (%) |
| 898 | 2.0% | |
| 11.32 | 76 | 0.2% |
| 11.73 | 75 | 0.2% |
| 7.01 | 68 | 0.2% |
| 10.54 | 67 | 0.2% |
| 9.39 | 67 | 0.2% |
| 9.5 | 62 | 0.1% |
| 7.33 | 61 | 0.1% |
| 9.13 | 61 | 0.1% |
| 4.53 | 60 | 0.1% |
| Other values (3297) | 42323 |
Most occurring characters
| Value | Count | Frequency (%) |
| . | 42919 | |
| 1 | 29775 | |
| 9 | 20769 | |
| 0 | 17934 | |
| 2 | 15855 | 7.7% |
| 7 | 13315 | 6.4% |
| 8 | 13313 | 6.4% |
| 5 | 13310 | 6.4% |
| 6 | 12979 | 6.3% |
| 3 | 12891 | 6.2% |
| Other values (3) | 13768 | 6.7% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 206828 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| . | 42919 | |
| 1 | 29775 | |
| 9 | 20769 | |
| 0 | 17934 | |
| 2 | 15855 | 7.7% |
| 7 | 13315 | 6.4% |
| 8 | 13313 | 6.4% |
| 5 | 13310 | 6.4% |
| 6 | 12979 | 6.3% |
| 3 | 12891 | 6.2% |
| Other values (3) | 13768 | 6.7% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 206828 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| . | 42919 | |
| 1 | 29775 | |
| 9 | 20769 | |
| 0 | 17934 | |
| 2 | 15855 | 7.7% |
| 7 | 13315 | 6.4% |
| 8 | 13313 | 6.4% |
| 5 | 13310 | 6.4% |
| 6 | 12979 | 6.3% |
| 3 | 12891 | 6.2% |
| Other values (3) | 13768 | 6.7% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 206828 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| . | 42919 | |
| 1 | 29775 | |
| 9 | 20769 | |
| 0 | 17934 | |
| 2 | 15855 | 7.7% |
| 7 | 13315 | 6.4% |
| 8 | 13313 | 6.4% |
| 5 | 13310 | 6.4% |
| 6 | 12979 | 6.3% |
| 3 | 12891 | 6.2% |
| Other values (3) | 13768 | 6.7% |
Num_Credit_Inquiries
Real number (ℝ)
MISSING  ZEROS 
| Distinct | 629 |
|---|---|
| Distinct (%) | 1.5% |
| Missing | 840 |
| Missing (%) | 1.9% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 26.448718 |
| Minimum | 0 |
|---|---|
| Maximum | 2597 |
| Zeros | 3021 |
| Zeros (%) | 6.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 342.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 3 |
| median | 6 |
| Q3 | 9 |
| 95-th percentile | 13 |
| Maximum | 2597 |
| Range | 2597 |
| Interquartile range (IQR) | 6 |
Descriptive statistics
| Standard deviation | 184.53258 |
|---|---|
| Coefficient of variation (CV) | 6.9769953 |
| Kurtosis | 105.02193 |
| Mean | 26.448718 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 9.9774858 |
| Sum | 1136713 |
| Variance | 34052.273 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 4 | 5019 | |
| 3 | 3717 | |
| 2 | 3716 | |
| 6 | 3555 | 8.1% |
| 8 | 3367 | 7.7% |
| 7 | 3332 | 7.6% |
| 1 | 3303 | 7.5% |
| 0 | 3021 | 6.9% |
| 5 | 2612 | 6.0% |
| 9 | 2346 | 5.4% |
| Other values (619) | 8990 |
| Value | Count | Frequency (%) |
| 0 | 3021 | |
| 1 | 3303 | |
| 2 | 3716 | |
| 3 | 3717 | |
| 4 | 5019 | |
| 5 | 2612 | |
| 6 | 3555 | |
| 7 | 3332 | |
| 8 | 3367 | |
| 9 | 2346 |
| Value | Count | Frequency (%) |
| 2597 | 1 | |
| 2594 | 1 | |
| 2592 | 1 | |
| 2588 | 1 | |
| 2587 | 1 | |
| 2580 | 1 | |
| 2573 | 1 | |
| 2572 | 1 | |
| 2568 | 1 | |
| 2564 | 1 |
Credit_Mix
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 1 |
| Missing (%) | < 0.1% |
| Memory size | 342.5 KiB |
| Standard | |
|---|---|
| Good | |
| _ | |
| Bad |
Length
| Max length | 8 |
|---|---|
| Median length | 4 |
| Mean length | 4.6230458 |
| Min length | 1 |
Characters and Unicode
| Total characters | 202568 |
|---|---|
| Distinct characters | 10 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | _ |
|---|---|
| 2nd row | Good |
| 3rd row | Good |
| 4th row | Good |
| 5th row | Good |
Common Values
| Value | Count | Frequency (%) |
| Standard | 15610 | |
| Good | 10881 | |
| _ | 8907 | |
| Bad | 8419 | |
| (Missing) | 1 | < 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| standard | 15610 | |
| good | 10881 | |
| 8907 | ||
| bad | 8419 |
Most occurring characters
| Value | Count | Frequency (%) |
| d | 50520 | |
| a | 39639 | |
| o | 21762 | |
| S | 15610 | 7.7% |
| t | 15610 | 7.7% |
| n | 15610 | 7.7% |
| r | 15610 | 7.7% |
| G | 10881 | 5.4% |
| _ | 8907 | 4.4% |
| B | 8419 | 4.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 202568 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| d | 50520 | |
| a | 39639 | |
| o | 21762 | |
| S | 15610 | 7.7% |
| t | 15610 | 7.7% |
| n | 15610 | 7.7% |
| r | 15610 | 7.7% |
| G | 10881 | 5.4% |
| _ | 8907 | 4.4% |
| B | 8419 | 4.2% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 202568 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| d | 50520 | |
| a | 39639 | |
| o | 21762 | |
| S | 15610 | 7.7% |
| t | 15610 | 7.7% |
| n | 15610 | 7.7% |
| r | 15610 | 7.7% |
| G | 10881 | 5.4% |
| _ | 8907 | 4.4% |
| B | 8419 | 4.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 202568 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| d | 50520 | |
| a | 39639 | |
| o | 21762 | |
| S | 15610 | 7.7% |
| t | 15610 | 7.7% |
| n | 15610 | 7.7% |
| r | 15610 | 7.7% |
| G | 10881 | 5.4% |
| _ | 8907 | 4.4% |
| B | 8419 | 4.2% |
Outstanding_Debt
Text
| Distinct | 5837 |
|---|---|
| Distinct (%) | 13.3% |
| Missing | 1 |
| Missing (%) | < 0.1% |
| Memory size | 342.5 KiB |
Length
| Max length | 8 |
|---|---|
| Median length | 7 |
| Mean length | 6.4258165 |
| Min length | 3 |
Characters and Unicode
| Total characters | 281560 |
|---|---|
| Distinct characters | 12 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 417 ? |
|---|---|
| Unique (%) | 1.0% |
Sample
| 1st row | 809.98 |
|---|---|
| 2nd row | 809.98 |
| 3rd row | 809.98 |
| 4th row | 809.98 |
| 5th row | 809.98 |
| Value | Count | Frequency (%) |
| 143.04 | 16 | < 0.1% |
| 585.77 | 16 | < 0.1% |
| 1464.16 | 16 | < 0.1% |
| 177.03 | 16 | < 0.1% |
| 298.5 | 16 | < 0.1% |
| 729.74 | 16 | < 0.1% |
| 352.44 | 16 | < 0.1% |
| 573.77 | 16 | < 0.1% |
| 849.98 | 16 | < 0.1% |
| 2538.81 | 16 | < 0.1% |
| Other values (5399) | 43657 |
Most occurring characters
| Value | Count | Frequency (%) |
| . | 43817 | |
| 1 | 36505 | |
| 2 | 27553 | |
| 4 | 25889 | |
| 3 | 25522 | |
| 5 | 21552 | |
| 6 | 21280 | |
| 7 | 21217 | |
| 9 | 20936 | |
| 8 | 20816 | |
| Other values (2) | 16473 | 5.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 281560 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| . | 43817 | |
| 1 | 36505 | |
| 2 | 27553 | |
| 4 | 25889 | |
| 3 | 25522 | |
| 5 | 21552 | |
| 6 | 21280 | |
| 7 | 21217 | |
| 9 | 20936 | |
| 8 | 20816 | |
| Other values (2) | 16473 | 5.9% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 281560 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| . | 43817 | |
| 1 | 36505 | |
| 2 | 27553 | |
| 4 | 25889 | |
| 3 | 25522 | |
| 5 | 21552 | |
| 6 | 21280 | |
| 7 | 21217 | |
| 9 | 20936 | |
| 8 | 20816 | |
| Other values (2) | 16473 | 5.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 281560 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| . | 43817 | |
| 1 | 36505 | |
| 2 | 27553 | |
| 4 | 25889 | |
| 3 | 25522 | |
| 5 | 21552 | |
| 6 | 21280 | |
| 7 | 21217 | |
| 9 | 20936 | |
| 8 | 20816 | |
| Other values (2) | 16473 | 5.9% |
Credit_Utilization_Ratio
Real number (ℝ)
| Distinct | 43817 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 1 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 32.311347 |
| Minimum | 20 |
|---|---|
| Maximum | 50 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 342.5 KiB |
Quantile statistics
| Minimum | 20 |
|---|---|
| 5-th percentile | 24.250152 |
| Q1 | 28.06487 |
| median | 32.328808 |
| Q3 | 36.54394 |
| 95-th percentile | 40.253935 |
| Maximum | 50 |
| Range | 30 |
| Interquartile range (IQR) | 8.4790701 |
Descriptive statistics
| Standard deviation | 5.1281804 |
|---|---|
| Coefficient of variation (CV) | 0.15871144 |
| Kurtosis | -0.9479879 |
| Mean | 32.311347 |
| Median Absolute Deviation (MAD) | 4.2395091 |
| Skewness | 0.030353284 |
| Sum | 1415786.3 |
| Variance | 26.298234 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 26.82261962 | 1 | < 0.1% |
| 27.37715366 | 1 | < 0.1% |
| 34.34149209 | 1 | < 0.1% |
| 35.5973986 | 1 | < 0.1% |
| 28.9324999 | 1 | < 0.1% |
| 40.7471509 | 1 | < 0.1% |
| 29.81840602 | 1 | < 0.1% |
| 24.05834783 | 1 | < 0.1% |
| 37.34687182 | 1 | < 0.1% |
| 37.94858471 | 1 | < 0.1% |
| Other values (43807) | 43807 |
| Value | Count | Frequency (%) |
| 20 | 1 | |
| 20.1729419 | 1 | |
| 20.24413035 | 1 | |
| 20.71974515 | 1 | |
| 20.98560579 | 1 | |
| 20.98591888 | 1 | |
| 20.992914 | 1 | |
| 21.02766451 | 1 | |
| 21.0567212 | 1 | |
| 21.22850297 | 1 |
| Value | Count | Frequency (%) |
| 50 | 1 | |
| 49.5223243 | 1 | |
| 48.24700252 | 1 | |
| 47.96956024 | 1 | |
| 47.92766496 | 1 | |
| 47.64242451 | 1 | |
| 47.61224433 | 1 | |
| 47.5559826 | 1 | |
| 47.5370307 | 1 | |
| 47.29400692 | 1 |
MISSING 
| Distinct | 404 |
|---|---|
| Distinct (%) | 1.0% |
| Missing | 3986 |
| Missing (%) | 9.1% |
| Memory size | 342.5 KiB |
Length
| Max length | 22 |
|---|---|
| Median length | 21 |
| Mean length | 20.992569 |
| Min length | 20 |
Characters and Unicode
| Total characters | 836176 |
|---|---|
| Distinct characters | 22 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 22 Years and 1 Months |
|---|---|
| 2nd row | 22 Years and 3 Months |
| 3rd row | 22 Years and 4 Months |
| 4th row | 22 Years and 5 Months |
| 5th row | 22 Years and 6 Months |
| Value | Count | Frequency (%) |
| and | 39832 | |
| months | 39832 | |
| years | 39832 | |
| 11 | 4777 | 2.4% |
| 9 | 4702 | 2.4% |
| 8 | 4681 | 2.4% |
| 10 | 4668 | 2.3% |
| 5 | 4260 | 2.1% |
| 6 | 4194 | 2.1% |
| 7 | 4077 | 2.0% |
| Other values (27) | 48305 |
Most occurring characters
| Value | Count | Frequency (%) |
| 159328 | ||
| a | 79664 | |
| s | 79664 | |
| n | 79664 | |
| M | 39832 | 4.8% |
| o | 39832 | 4.8% |
| Y | 39832 | 4.8% |
| e | 39832 | 4.8% |
| r | 39832 | 4.8% |
| d | 39832 | 4.8% |
| Other values (12) | 198864 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 836176 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 159328 | ||
| a | 79664 | |
| s | 79664 | |
| n | 79664 | |
| M | 39832 | 4.8% |
| o | 39832 | 4.8% |
| Y | 39832 | 4.8% |
| e | 39832 | 4.8% |
| r | 39832 | 4.8% |
| d | 39832 | 4.8% |
| Other values (12) | 198864 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 836176 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 159328 | ||
| a | 79664 | |
| s | 79664 | |
| n | 79664 | |
| M | 39832 | 4.8% |
| o | 39832 | 4.8% |
| Y | 39832 | 4.8% |
| e | 39832 | 4.8% |
| r | 39832 | 4.8% |
| d | 39832 | 4.8% |
| Other values (12) | 198864 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 836176 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 159328 | ||
| a | 79664 | |
| s | 79664 | |
| n | 79664 | |
| M | 39832 | 4.8% |
| o | 39832 | 4.8% |
| Y | 39832 | 4.8% |
| e | 39832 | 4.8% |
| r | 39832 | 4.8% |
| d | 39832 | 4.8% |
| Other values (12) | 198864 |
Payment_of_Min_Amount
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 1 |
| Missing (%) | < 0.1% |
| Memory size | 342.5 KiB |
| Yes | |
|---|---|
| No | |
| NM |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 2.5240888 |
| Min length | 2 |
Characters and Unicode
| Total characters | 110598 |
|---|---|
| Distinct characters | 6 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | No |
|---|---|
| 2nd row | No |
| 3rd row | No |
| 4th row | No |
| 5th row | No |
Common Values
| Value | Count | Frequency (%) |
| Yes | 22964 | |
| No | 15591 | |
| NM | 5262 | 12.0% |
| (Missing) | 1 | < 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| yes | 22964 | |
| no | 15591 | |
| nm | 5262 | 12.0% |
Most occurring characters
| Value | Count | Frequency (%) |
| Y | 22964 | |
| e | 22964 | |
| s | 22964 | |
| N | 20853 | |
| o | 15591 | |
| M | 5262 | 4.8% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 110598 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| Y | 22964 | |
| e | 22964 | |
| s | 22964 | |
| N | 20853 | |
| o | 15591 | |
| M | 5262 | 4.8% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 110598 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| Y | 22964 | |
| e | 22964 | |
| s | 22964 | |
| N | 20853 | |
| o | 15591 | |
| M | 5262 | 4.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 110598 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| Y | 22964 | |
| e | 22964 | |
| s | 22964 | |
| N | 20853 | |
| o | 15591 | |
| M | 5262 | 4.8% |
Total_EMI_per_month
Real number (ℝ)
ZEROS 
| Distinct | 6548 |
|---|---|
| Distinct (%) | 14.9% |
| Missing | 1 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1388.3316 |
| Minimum | 0 |
|---|---|
| Maximum | 82256 |
| Zeros | 4603 |
| Zeros (%) | 10.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 342.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 30.907553 |
| median | 69.692591 |
| Q3 | 162.34322 |
| 95-th percentile | 445.55592 |
| Maximum | 82256 |
| Range | 82256 |
| Interquartile range (IQR) | 131.43567 |
Descriptive statistics
| Standard deviation | 8281.3157 |
|---|---|
| Coefficient of variation (CV) | 5.9649406 |
| Kurtosis | 53.556702 |
| Mean | 1388.3316 |
| Median Absolute Deviation (MAD) | 49.983938 |
| Skewness | 7.1888797 |
| Sum | 60832527 |
| Variance | 68580190 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 4603 | 10.5% |
| 49.57494921 | 8 | < 0.1% |
| 67.30924983 | 8 | < 0.1% |
| 19.79281109 | 8 | < 0.1% |
| 56.52993708 | 8 | < 0.1% |
| 124.9486672 | 8 | < 0.1% |
| 13.79706265 | 8 | < 0.1% |
| 16.78352528 | 8 | < 0.1% |
| 38.45595247 | 8 | < 0.1% |
| 144.6297138 | 8 | < 0.1% |
| Other values (6538) | 39142 |
| Value | Count | Frequency (%) |
| 0 | 4603 | |
| 4.462837467 | 8 | < 0.1% |
| 4.865689677 | 8 | < 0.1% |
| 4.916138542 | 8 | < 0.1% |
| 5.138484696 | 8 | < 0.1% |
| 5.218466359 | 8 | < 0.1% |
| 5.463308978 | 7 | < 0.1% |
| 5.629824417 | 8 | < 0.1% |
| 5.711416879 | 8 | < 0.1% |
| 5.905518076 | 8 | < 0.1% |
| Value | Count | Frequency (%) |
| 82256 | 1 | |
| 82236 | 1 | |
| 82204 | 1 | |
| 82178 | 1 | |
| 81902 | 1 | |
| 81730 | 1 | |
| 81578 | 1 | |
| 81553 | 1 | |
| 81441 | 1 | |
| 81301 | 1 |
MISSING 
| Distinct | 39960 |
|---|---|
| Distinct (%) | 95.4% |
| Missing | 1940 |
| Missing (%) | 4.4% |
| Memory size | 342.5 KiB |
Length
| Max length | 18 |
|---|---|
| Median length | 17 |
| Mean length | 16.973924 |
| Min length | 3 |
Characters and Unicode
| Total characters | 710834 |
|---|---|
| Distinct characters | 12 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 39958 ? |
|---|---|
| Unique (%) | 95.4% |
Sample
| 1st row | 80.41529543900253 |
|---|---|
| 2nd row | 118.28022162236736 |
| 3rd row | 81.699521264648 |
| 4th row | 199.4580743910713 |
| 5th row | 41.420153086217326 |
| Value | Count | Frequency (%) |
| 10000 | 1846 | 4.4% |
| 0.0 | 74 | 0.2% |
| 118.28022162236736 | 1 | < 0.1% |
| 24.785216509052056 | 1 | < 0.1% |
| 825.2162699393922 | 1 | < 0.1% |
| 232.86038375993544 | 1 | < 0.1% |
| 81.699521264648 | 1 | < 0.1% |
| 199.4580743910713 | 1 | < 0.1% |
| 41.420153086217326 | 1 | < 0.1% |
| 62.430172331195294 | 1 | < 0.1% |
| Other values (39950) | 39950 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 75982 | |
| 2 | 69101 | |
| 4 | 66147 | |
| 3 | 66127 | |
| 0 | 65886 | |
| 5 | 65823 | |
| 6 | 65259 | |
| 8 | 63966 | |
| 7 | 63627 | |
| 9 | 61500 | |
| Other values (2) | 47416 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 710834 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 1 | 75982 | |
| 2 | 69101 | |
| 4 | 66147 | |
| 3 | 66127 | |
| 0 | 65886 | |
| 5 | 65823 | |
| 6 | 65259 | |
| 8 | 63966 | |
| 7 | 63627 | |
| 9 | 61500 | |
| Other values (2) | 47416 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 710834 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 1 | 75982 | |
| 2 | 69101 | |
| 4 | 66147 | |
| 3 | 66127 | |
| 0 | 65886 | |
| 5 | 65823 | |
| 6 | 65259 | |
| 8 | 63966 | |
| 7 | 63627 | |
| 9 | 61500 | |
| Other values (2) | 47416 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 710834 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 1 | 75982 | |
| 2 | 69101 | |
| 4 | 66147 | |
| 3 | 66127 | |
| 0 | 65886 | |
| 5 | 65823 | |
| 6 | 65259 | |
| 8 | 63966 | |
| 7 | 63627 | |
| 9 | 61500 | |
| Other values (2) | 47416 |
Payment_Behaviour
Categorical
| Distinct | 7 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 1 |
| Missing (%) | < 0.1% |
| Memory size | 342.5 KiB |
| Low_spent_Small_value_payments | |
|---|---|
| High_spent_Medium_value_payments | |
| Low_spent_Medium_value_payments | |
| High_spent_Large_value_payments | |
| High_spent_Small_value_payments | |
| Other values (2) |
Length
| Max length | 32 |
|---|---|
| Median length | 31 |
| Mean length | 28.920921 |
| Min length | 6 |
Characters and Unicode
| Total characters | 1267228 |
|---|---|
| Distinct characters | 29 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | High_spent_Small_value_payments |
|---|---|
| 2nd row | Low_spent_Large_value_payments |
| 3rd row | Low_spent_Medium_value_payments |
| 4th row | Low_spent_Small_value_payments |
| 5th row | High_spent_Medium_value_payments |
Common Values
| Value | Count | Frequency (%) |
| Low_spent_Small_value_payments | 11217 | |
| High_spent_Medium_value_payments | 7707 | |
| Low_spent_Medium_value_payments | 6091 | |
| High_spent_Large_value_payments | 5903 | |
| High_spent_Small_value_payments | 5038 | |
| Low_spent_Large_value_payments | 4539 | |
| !@9#%8 | 3322 | 7.6% |
| (Missing) | 1 | < 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| low_spent_small_value_payments | 11217 | |
| high_spent_medium_value_payments | 7707 | |
| low_spent_medium_value_payments | 6091 | |
| high_spent_large_value_payments | 5903 | |
| high_spent_small_value_payments | 5038 | |
| low_spent_large_value_payments | 4539 | |
| 9#%8 | 3322 | 7.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| _ | 161980 | |
| e | 145725 | |
| a | 107687 | 8.5% |
| s | 80990 | 6.4% |
| p | 80990 | 6.4% |
| n | 80990 | 6.4% |
| t | 80990 | 6.4% |
| l | 73005 | 5.8% |
| m | 70548 | 5.6% |
| u | 54293 | 4.3% |
| Other values (19) | 330030 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 1267228 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| _ | 161980 | |
| e | 145725 | |
| a | 107687 | 8.5% |
| s | 80990 | 6.4% |
| p | 80990 | 6.4% |
| n | 80990 | 6.4% |
| t | 80990 | 6.4% |
| l | 73005 | 5.8% |
| m | 70548 | 5.6% |
| u | 54293 | 4.3% |
| Other values (19) | 330030 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 1267228 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| _ | 161980 | |
| e | 145725 | |
| a | 107687 | 8.5% |
| s | 80990 | 6.4% |
| p | 80990 | 6.4% |
| n | 80990 | 6.4% |
| t | 80990 | 6.4% |
| l | 73005 | 5.8% |
| m | 70548 | 5.6% |
| u | 54293 | 4.3% |
| Other values (19) | 330030 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 1267228 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| _ | 161980 | |
| e | 145725 | |
| a | 107687 | 8.5% |
| s | 80990 | 6.4% |
| p | 80990 | 6.4% |
| n | 80990 | 6.4% |
| t | 80990 | 6.4% |
| l | 73005 | 5.8% |
| m | 70548 | 5.6% |
| u | 54293 | 4.3% |
| Other values (19) | 330030 |
Monthly_Balance
Text
MISSING 
| Distinct | 43251 |
|---|---|
| Distinct (%) | > 99.9% |
| Missing | 563 |
| Missing (%) | 1.3% |
| Memory size | 342.5 KiB |
Length
| Max length | 32 |
|---|---|
| Median length | 17 |
| Mean length | 17.342804 |
| Min length | 12 |
Characters and Unicode
| Total characters | 750163 |
|---|---|
| Distinct characters | 13 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 43250 ? |
|---|---|
| Unique (%) | > 99.9% |
Sample
| 1st row | 312.49408867943663 |
|---|---|
| 2nd row | 284.62916249607184 |
| 3rd row | 331.2098628537912 |
| 4th row | 223.45130972736786 |
| 5th row | 341.48923103222177 |
| Value | Count | Frequency (%) |
| 333333333333333333333333333 | 5 | < 0.1% |
| 358.12416760938714 | 1 | < 0.1% |
| 810.7821526659284 | 1 | < 0.1% |
| 705.931285531244 | 1 | < 0.1% |
| 426.5134106068658 | 1 | < 0.1% |
| 331.2098628537912 | 1 | < 0.1% |
| 223.45130972736786 | 1 | < 0.1% |
| 341.48923103222177 | 1 | < 0.1% |
| 340.4792117872438 | 1 | < 0.1% |
| 244.5653167062043 | 1 | < 0.1% |
| Other values (43241) | 43241 |
Most occurring characters
| Value | Count | Frequency (%) |
| 3 | 79359 | |
| 2 | 79022 | |
| 4 | 73932 | |
| 6 | 70688 | |
| 5 | 70672 | |
| 7 | 68818 | |
| 1 | 68768 | |
| 8 | 67893 | |
| 9 | 65116 | |
| 0 | 62620 | |
| Other values (3) | 43275 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 750163 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 3 | 79359 | |
| 2 | 79022 | |
| 4 | 73932 | |
| 6 | 70688 | |
| 5 | 70672 | |
| 7 | 68818 | |
| 1 | 68768 | |
| 8 | 67893 | |
| 9 | 65116 | |
| 0 | 62620 | |
| Other values (3) | 43275 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 750163 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 3 | 79359 | |
| 2 | 79022 | |
| 4 | 73932 | |
| 6 | 70688 | |
| 5 | 70672 | |
| 7 | 68818 | |
| 1 | 68768 | |
| 8 | 67893 | |
| 9 | 65116 | |
| 0 | 62620 | |
| Other values (3) | 43275 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 750163 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 3 | 79359 | |
| 2 | 79022 | |
| 4 | 73932 | |
| 6 | 70688 | |
| 5 | 70672 | |
| 7 | 68818 | |
| 1 | 68768 | |
| 8 | 67893 | |
| 9 | 65116 | |
| 0 | 62620 | |
| Other values (3) | 43275 |
Credit_Score
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 1 |
| Missing (%) | < 0.1% |
| Memory size | 342.5 KiB |
| Standard | |
|---|---|
| Poor | |
| Good |
Length
| Max length | 8 |
|---|---|
| Median length | 8 |
| Mean length | 6.1011936 |
| Min length | 4 |
Characters and Unicode
| Total characters | 267336 |
|---|---|
| Distinct characters | 9 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Good |
|---|---|
| 2nd row | Good |
| 3rd row | Good |
| 4th row | Good |
| 5th row | Good |
Common Values
| Value | Count | Frequency (%) |
| Standard | 23017 | |
| Poor | 12939 | |
| Good | 7861 | 17.9% |
| (Missing) | 1 | < 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| standard | 23017 | |
| poor | 12939 | |
| good | 7861 | 17.9% |
Most occurring characters
| Value | Count | Frequency (%) |
| d | 53895 | |
| a | 46034 | |
| o | 41600 | |
| r | 35956 | |
| S | 23017 | |
| t | 23017 | |
| n | 23017 | |
| P | 12939 | 4.8% |
| G | 7861 | 2.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 267336 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| d | 53895 | |
| a | 46034 | |
| o | 41600 | |
| r | 35956 | |
| S | 23017 | |
| t | 23017 | |
| n | 23017 | |
| P | 12939 | 4.8% |
| G | 7861 | 2.9% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 267336 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| d | 53895 | |
| a | 46034 | |
| o | 41600 | |
| r | 35956 | |
| S | 23017 | |
| t | 23017 | |
| n | 23017 | |
| P | 12939 | 4.8% |
| G | 7861 | 2.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 267336 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| d | 53895 | |
| a | 46034 | |
| o | 41600 | |
| r | 35956 | |
| S | 23017 | |
| t | 23017 | |
| n | 23017 | |
| P | 12939 | 4.8% |
| G | 7861 | 2.9% |
| Occupation | Annual_Income | Monthly_Inhand_Salary | Num_Bank_Accounts | Num_Credit_Card | Interest_Rate | Num_of_Loan | Type_of_Loan | Delay_from_due_date | Num_of_Delayed_Payment | Changed_Credit_Limit | Num_Credit_Inquiries | Credit_Mix | Outstanding_Debt | Credit_Utilization_Ratio | Credit_History_Age | Payment_of_Min_Amount | Total_EMI_per_month | Amount_invested_monthly | Payment_Behaviour | Monthly_Balance | Credit_Score | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | Scientist | 19114.12 | 1824.843333 | 3 | 4 | 3 | 4 | Auto Loan, Credit-Builder Loan, Personal Loan, and Home Equity Loan | 3 | 7 | 11.27 | 4.0 | _ | 809.98 | 26.822620 | 22 Years and 1 Months | No | 49.574949 | 80.41529543900253 | High_spent_Small_value_payments | 312.49408867943663 | Good |
| 1 | Scientist | 19114.12 | NaN | 3 | 4 | 3 | 4 | Auto Loan, Credit-Builder Loan, Personal Loan, and Home Equity Loan | -1 | NaN | 11.27 | 4.0 | Good | 809.98 | 31.944960 | NaN | No | 49.574949 | 118.28022162236736 | Low_spent_Large_value_payments | 284.62916249607184 | Good |
| 2 | Scientist | 19114.12 | NaN | 3 | 4 | 3 | 4 | Auto Loan, Credit-Builder Loan, Personal Loan, and Home Equity Loan | 3 | 7 | _ | 4.0 | Good | 809.98 | 28.609352 | 22 Years and 3 Months | No | 49.574949 | 81.699521264648 | Low_spent_Medium_value_payments | 331.2098628537912 | Good |
| 3 | Scientist | 19114.12 | NaN | 3 | 4 | 3 | 4 | Auto Loan, Credit-Builder Loan, Personal Loan, and Home Equity Loan | 5 | 4 | 6.27 | 4.0 | Good | 809.98 | 31.377862 | 22 Years and 4 Months | No | 49.574949 | 199.4580743910713 | Low_spent_Small_value_payments | 223.45130972736786 | Good |
| 4 | Scientist | 19114.12 | 1824.843333 | 3 | 4 | 3 | 4 | Auto Loan, Credit-Builder Loan, Personal Loan, and Home Equity Loan | 6 | NaN | 11.27 | 4.0 | Good | 809.98 | 24.797347 | 22 Years and 5 Months | No | 49.574949 | 41.420153086217326 | High_spent_Medium_value_payments | 341.48923103222177 | Good |
| 5 | Scientist | 19114.12 | NaN | 3 | 4 | 3 | 4 | Auto Loan, Credit-Builder Loan, Personal Loan, and Home Equity Loan | 8 | 4 | 9.27 | 4.0 | Good | 809.98 | 27.262259 | 22 Years and 6 Months | No | 49.574949 | 62.430172331195294 | !@9#%8 | 340.4792117872438 | Good |
| 6 | Scientist | 19114.12 | 1824.843333 | 3 | 4 | 3 | 4 | Auto Loan, Credit-Builder Loan, Personal Loan, and Home Equity Loan | 3 | 8_ | 11.27 | 4.0 | Good | 809.98 | 22.537593 | 22 Years and 7 Months | No | 49.574949 | 178.3440674122349 | Low_spent_Small_value_payments | 244.5653167062043 | Good |
| 7 | Scientist | 19114.12 | 1824.843333 | 3 | 4 | 3 | 4 | Auto Loan, Credit-Builder Loan, Personal Loan, and Home Equity Loan | 3 | 6 | 11.27 | 4.0 | Good | 809.98 | 23.933795 | NaN | No | 49.574949 | 24.785216509052056 | High_spent_Medium_value_payments | 358.12416760938714 | Standard |
| 8 | _______ | 34847.84 | 3037.986667 | 2 | 4 | 6 | 1 | Credit-Builder Loan | 3 | 4 | 5.42 | 2.0 | Good | 605.03 | 24.464031 | 26 Years and 7 Months | No | 18.816215 | 104.291825168246 | Low_spent_Small_value_payments | 470.69062692529184 | Standard |
| 9 | Teacher | 34847.84 | 3037.986667 | 2 | 4 | 6 | 1 | Credit-Builder Loan | 7 | 1 | 7.42 | 2.0 | Good | 605.03 | 38.550848 | 26 Years and 8 Months | No | 18.816215 | 40.39123782853101 | High_spent_Large_value_payments | 484.5912142650067 | Good |
| Occupation | Annual_Income | Monthly_Inhand_Salary | Num_Bank_Accounts | Num_Credit_Card | Interest_Rate | Num_of_Loan | Type_of_Loan | Delay_from_due_date | Num_of_Delayed_Payment | Changed_Credit_Limit | Num_Credit_Inquiries | Credit_Mix | Outstanding_Debt | Credit_Utilization_Ratio | Credit_History_Age | Payment_of_Min_Amount | Total_EMI_per_month | Amount_invested_monthly | Payment_Behaviour | Monthly_Balance | Credit_Score | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 43808 | Media_Manager | 20889.64 | 1616.803333 | 10 | 10 | 22 | 6 | Credit-Builder Loan, Debt Consolidation Loan, Not Specified, Credit-Builder Loan, Credit-Builder Loan, and Home Equity Loan | 26 | NaN | 4.42 | 10.0 | Bad | 2578.2 | 36.308186 | 11 Years and 4 Months | Yes | 103.131085 | 43.50561885424431 | Low_spent_Medium_value_payments | 295.0436293522199 | Poor |
| 43809 | Media_Manager | 20889.64 | 1616.803333 | 10 | 10 | 22 | 6 | Credit-Builder Loan, Debt Consolidation Loan, Not Specified, Credit-Builder Loan, Credit-Builder Loan, and Home Equity Loan | 23 | 22 | 4.42 | 10.0 | _ | 2578.2 | 36.811786 | 11 Years and 5 Months | Yes | 103.131085 | NaN | Low_spent_Small_value_payments | 154.09231580292825 | Poor |
| 43810 | Media_Manager | 20889.64 | 1616.803333 | 10 | 10 | 22 | 6 | Credit-Builder Loan, Debt Consolidation Loan, Not Specified, Credit-Builder Loan, Credit-Builder Loan, and Home Equity Loan | 25 | 22 | 4.42 | 10.0 | Bad | 2578.2 | 33.096312 | 11 Years and 6 Months | Yes | 103.131085 | 29.896436674912525 | High_spent_Large_value_payments | 268.6528115315517 | Poor |
| 43811 | Media_Manager | 20889.64 | 1616.803333 | 10 | 10 | 22 | 6 | Credit-Builder Loan, Debt Consolidation Loan, Not Specified, Credit-Builder Loan, Credit-Builder Loan, and Home Equity Loan | 26 | 22 | 10.42 | 10.0 | Bad | 2578.2 | 32.485742 | 11 Years and 7 Months | NM | 103.131085 | 57.72549621138061 | Low_spent_Medium_value_payments | 280.82375199508357 | Poor |
| 43812 | Media_Manager | 20889.64 | 1616.803333 | 10 | 10 | 22 | 6 | Credit-Builder Loan, Debt Consolidation Loan, Not Specified, Credit-Builder Loan, Credit-Builder Loan, and Home Equity Loan | 26 | 22 | 4.42 | 10.0 | Bad | 2578.2 | 25.928211 | 11 Years and 8 Months | Yes | 103.131085 | 180.59658622727363 | Low_spent_Small_value_payments | 167.95266197919057 | Standard |
| 43813 | Media_Manager | 20889.64 | 1616.803333 | 10 | 10 | 22 | 6_ | Credit-Builder Loan, Debt Consolidation Loan, Not Specified, Credit-Builder Loan, Credit-Builder Loan, and Home Equity Loan | 30 | 22 | 4.42 | 13.0 | _ | 2578.2 | 33.499578 | 11 Years and 9 Months | Yes | 103.131085 | 139.30282132784546 | Low_spent_Medium_value_payments | 199.24642687861873 | Poor |
| 43814 | Media_Manager | 20889.64 | 1616.803333 | 10 | 10 | 22 | 6 | Credit-Builder Loan, Debt Consolidation Loan, Not Specified, Credit-Builder Loan, Credit-Builder Loan, and Home Equity Loan | 26 | 22 | -2.58 | 13.0 | Bad | 2578.2 | 35.752695 | 11 Years and 10 Months | Yes | 103.131085 | 77.30809056548823 | Low_spent_Small_value_payments | 271.241157640976 | Poor |
| 43815 | Media_Manager | 20889.64 | 1616.803333 | 10 | 10 | 22 | 6 | Credit-Builder Loan, Debt Consolidation Loan, Not Specified, Credit-Builder Loan, Credit-Builder Loan, and Home Equity Loan | 22 | NaN | 4.42 | 13.0 | _ | 2578.2 | 35.372953 | 11 Years and 11 Months | Yes | 103.131085 | 108.19339878469236 | High_spent_Small_value_payments | 210.35584942177186 | Poor |
| 43816 | Journalist | 13315.2 | 1307.600000 | 8 | 5 | 16 | 0 | NaN | 10 | 12_ | 14.84 | 2.0 | Standard | 1233.74 | 38.299792 | 17 Years and 8 Months | No | 0.000000 | 23.81356273732316 | High_spent_Large_value_payments | 346.94643726267685 | Standard |
| 43817 | Journalist | 13315.2_ | NaN | 8 | 5 | 16 | 0 | NaN | 11 | 14 | 1 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |